library(tm)
## Warning: package 'tm' was built under R version 4.2.2
## Loading required package: NLP
library(tidytext)
## Warning: package 'tidytext' was built under R version 4.2.2
library(plotly)
## Warning: package 'plotly' was built under R version 4.2.2
## Loading required package: ggplot2
## Warning: package 'ggplot2' was built under R version 4.2.2
##
## Attaching package: 'ggplot2'
## The following object is masked from 'package:NLP':
##
## annotate
##
## Attaching package: 'plotly'
## The following object is masked from 'package:ggplot2':
##
## last_plot
## The following object is masked from 'package:stats':
##
## filter
## The following object is masked from 'package:graphics':
##
## layout
library(wordcloud)
## Warning: package 'wordcloud' was built under R version 4.2.2
## Loading required package: RColorBrewer
library(RColorBrewer)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(wordcloud2)
## Warning: package 'wordcloud2' was built under R version 4.2.2
library(syuzhet)
## Warning: package 'syuzhet' was built under R version 4.2.2
library(magrittr)
library(stringr)
## Warning: package 'stringr' was built under R version 4.2.2
library(twitteR)
## Warning: package 'twitteR' was built under R version 4.2.2
##
## Attaching package: 'twitteR'
## The following objects are masked from 'package:dplyr':
##
## id, location
#credentials
CONSUMER_SECRET <- "EmH5TYf5X0vYCiKwxb8GaCCwZ2DR7094qMA9hb4tXjdoE4W27A"
CONSUMER_KEY <- "Az08rualcz9xPB2uAA3bDRftn"
ACCESS_SECRET <- "gYDcMWu6JQLMR7wT3osJq6itQD9YXHek9r44wp8tOo0pT"
ACCESS_TOKEN <- "1595060341146234880-s3E81fGpab6vA3xWJIPhpVAu7DTP8h"
setup_twitter_oauth(consumer_key = CONSUMER_KEY,
consumer_secret = CONSUMER_SECRET,
access_token = ACCESS_TOKEN,
access_secret = ACCESS_SECRET)
## [1] "Using direct authentication"
#extract
Enhypentwts <- searchTwitter("Enhypen -filter:retweets",
n= 10000,
since= "2022-11-28",
until= "2022-12-5",
lang= "en",
retryOnRateLimit = 120)
## Warning in doRppAPICall("search/tweets", n, params = params, retryOnRateLimit =
## retryOnRateLimit, : 10000 tweets were requested but the API can only return 6525
#converting list data-data frame
trendtwts <- twListToDF(Enhypentwts)
class(trendtwts)
## [1] "data.frame"
names(trendtwts)
## [1] "text" "favorited" "favoriteCount" "replyToSN"
## [5] "created" "truncated" "replyToSID" "id"
## [9] "replyToUID" "statusSource" "screenName" "retweetCount"
## [13] "isRetweet" "retweeted" "longitude" "latitude"
View(trendtwts)
head(trendtwts)[1:5]
head(trendtwts$text)[1:5]
## [1] "they way i screamed when enhypen appeared,,,,, it all makes sense,,, vampires and werewolves aaaaaaaaahhhhhh https://t.co/BtPza4LA5Z"
## [2] "-rl | Good morning? I'm not sure if it's too early.. but since I just opened a new a/cc, I am looking for new frien… https://t.co/opGIXkuQ2C"
## [3] "wtb lfs ph\n\nLF kahati enhypen engene membership code\n— aiming for royalty a/b day 2!\n— will pay 50% of the membersh… https://t.co/qjLo9moBnm"
## [4] "@TVWatchtower @ENHYPEN_members Strange. Missed this one."
## [5] "@thvmki txt,enhypen y algunas de the weeknd"
#save data frame file
save(trendtwts,file = "TrendTweetsD.Rdata")
#load data
load(file = "TrendTweetsD.Rdata")
#save file as rdata
save(trendtwts, file = "trenddata2.Rdata")
#check missing values
missin <- sapply(trendtwts,function(x) sum(is.na(x)))
missin
## text favorited favoriteCount replyToSN created
## 0 0 0 2393 0
## truncated replyToSID id replyToUID statusSource
## 0 2416 0 2393 0
## screenName retweetCount isRetweet retweeted longitude
## 0 0 0 0 6525
## latitude
## 6525
#subsetting
datatrend <- trendtwts %>%
select(screenName,text,created,statusSource)
datatrend
#grouping
datatrend %>%
group_by(1) %>%
summarise(max = max(created), min = min(created))
newg <- datatrend %>% mutate(Created_At_Round = created %>% round(units = 'hours') %>% as.POSIXct())
newg
datatrend %>% pull(created) %>% min()
## [1] "2022-12-04 10:24:38 UTC"
datatrend %>% pull(created) %>% max()
## [1] "2022-12-04 23:59:28 UTC"
#plotting
ggplot(data = datatrend, aes(x = created)) + geom_histogram(aes(fill = ..count..)) +
theme(legend.position = "right") + xlab("Time") + ylab("Number of Tweets") +
scale_fill_gradient(low = "green", high = "pink")
## Warning: The dot-dot notation (`..count..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(count)` instead.
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#plotly
gpltly <- newg %>%
dplyr::count(Created_At_Round) %>%
ggplot(mapping = aes(x = Created_At_Round, y = n)) +
theme_light() + geom_line() + xlab(label = 'Date') + ylab(label = NULL) +
ggtitle(label = 'Number of Tweets per Hour')
gpltly %>% ggplotly()
#status source
encodeSource <- function(x) {
if(grepl(">Twitter for iPhone</a>", x)){
"iphone"
}else if(grepl(">Twitter for iPad</a>", x)){
"ipad"
}else if(grepl(">Twitter for Android</a>", x)){
"android"
} else if(grepl(">Twitter Web Client</a>", x)){
"Web"
} else if(grepl(">Twitter for Windows Phone</a>", x)){
"windows phone"
}else if(grepl(">dlvr.it</a>", x)){
"dlvr.it"
}else if(grepl(">IFTTT</a>", x)){
"ifttt"
}else if(grepl(">Facebook</a>", x)){
"facebook"
}else {
"others"
}
}
datatrend$tweetSource = sapply(datatrend$statusSource,
encodeSource)
appsource_twts <- datatrend %>%
select(tweetSource) %>%
group_by(tweetSource) %>%
summarize(count=n()) %>%
arrange(desc(count))
ggplot(datatrend[datatrend$tweetSource != 'others',], aes(tweetSource, fill = tweetSource)) +
geom_bar() + theme(legend.position="none", axis.title.x = element_blank(),
axis.text.x = element_text(angle = 45, hjust = 1)) +
ylab("Number of tweets") + ggtitle("Tweets by Source")

#acc that tweets about enhypen
screenname_twt <- datatrend %>%
select(screenName) %>%
group_by(screenName) %>%
summarize(count=n()) %>%
arrange(desc(count))
#corpus
screenCrps <- Corpus(VectorSource(datatrend$screenName))
class(datatrend$screenName)
## [1] "character"
enhadata <- class(VectorSource(datatrend$screenName))
enhadata
## [1] "VectorSource" "SimpleSource" "Source"
str(screenCrps)
## Classes 'SimpleCorpus', 'Corpus' hidden list of 3
## $ content: chr [1:6525] "jimisyub" "ssefnum" "raxeiiira" "BaronDestructo" ...
## $ meta :List of 1
## ..$ language: chr "en"
## ..- attr(*, "class")= chr "CorpusMeta"
## $ dmeta :'data.frame': 6525 obs. of 0 variables
class(screenCrps)
## [1] "SimpleCorpus" "Corpus"
endata <- screenCrps
endata
## <<SimpleCorpus>>
## Metadata: corpus specific: 1, document level (indexed): 0
## Content: documents: 6525
#wordcloud
pal11 <- brewer.pal(8, "Dark2")
pal21 <- pal11[-(1:4)]
set.seed(123)
par(mar = c(0,0,0,0), mfrow = c(1,1))
wordcloud(words = screenCrps, scale=c(3,0.5),
max.words=10000,
random.order=FALSE,
rot.per=0.5,
use.r.layout=TRUE,
colors=pal11)
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